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Appropriateness of Ophthalmology Recommendations From an Online Chat-Based Artificial Intelligence Model.
Tailor, Prashant D; Xu, Timothy T; Fortes, Blake H; Iezzi, Raymond; Olsen, Timothy W; Starr, Matthew R; Bakri, Sophie J; Scruggs, Brittni A; Barkmeier, Andrew J; Patel, Sanjay V; Baratz, Keith H; Bernhisel, Ashlie A; Wagner, Lilly H; Tooley, Andrea A; Roddy, Gavin W; Sit, Arthur J; Wu, Kristi Y; Bothun, Erick D; Mansukhani, Sasha A; Mohney, Brian G; Chen, John J; Brodsky, Michael C; Tajfirouz, Deena A; Chodnicki, Kevin D; Smith, Wendy M; Dalvin, Lauren A.
Afiliación
  • Tailor PD; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Xu TT; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Fortes BH; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Iezzi R; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Olsen TW; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Starr MR; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Bakri SJ; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Scruggs BA; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Barkmeier AJ; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Patel SV; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Baratz KH; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Bernhisel AA; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Wagner LH; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Tooley AA; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Roddy GW; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Sit AJ; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Wu KY; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Bothun ED; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Mansukhani SA; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Mohney BG; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Chen JJ; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Brodsky MC; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Tajfirouz DA; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Chodnicki KD; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Smith WM; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
  • Dalvin LA; Department of Ophthalmology (P.D.T., T.T.X., B.H.F., R.I., T.W.O., M.R.S., S.J.B., B.A.S., A.J.B., S.J.B., B.A.S., A.J.B., S.V.P., K.H.B., A.A.B., L.H.W., A.A.T., G.W.R., A.J.S., K.Y.W., E.D.B., S.A.M., B.G.M., J.J.C., M.C.B., D.A.T., K.D.C., W.M.S., L.A.D.) and Department of Neurology (J.J.C.), May
Mayo Clin Proc Digit Health ; 2(1): 119-128, 2024 Mar.
Article en En | MEDLINE | ID: mdl-38577703
ABSTRACT

Objective:

To determine the appropriateness of ophthalmology recommendations from an online chat-based artificial intelligence model to ophthalmology questions. Patients and

Methods:

Cross-sectional qualitative study from April 1, 2023, to April 30, 2023. A total of 192 questions were generated spanning all ophthalmic subspecialties. Each question was posed to a large language model (LLM) 3 times. The responses were graded by appropriate subspecialists as appropriate, inappropriate, or unreliable in 2 grading contexts. The first grading context was if the information was presented on a patient information site. The second was an LLM-generated draft response to patient queries sent by the electronic medical record (EMR). Appropriate was defined as accurate and specific enough to serve as a surrogate for physician-approved information. Main outcome measure was percentage of appropriate responses per subspecialty.

Results:

For patient information site-related questions, the LLM provided an overall average of 79% appropriate responses. Variable rates of average appropriateness were observed across ophthalmic subspecialties for patient information site information ranging from 56% to 100% cataract or refractive (92%), cornea (56%), glaucoma (72%), neuro-ophthalmology (67%), oculoplastic or orbital surgery (80%), ocular oncology (100%), pediatrics (89%), vitreoretinal diseases (86%), and uveitis (65%). For draft responses to patient questions via EMR, the LLM provided an overall average of 74% appropriate responses and varied by subspecialty cataract or refractive (85%), cornea (54%), glaucoma (77%), neuro-ophthalmology (63%), oculoplastic or orbital surgery (62%), ocular oncology (90%), pediatrics (94%), vitreoretinal diseases (88%), and uveitis (55%). Stratifying grades across health information categories (disease and condition, risk and prevention, surgery-related, and treatment and management) showed notable but insignificant variations, with disease and condition often rated highest (72% and 69%) for appropriateness and surgery-related (55% and 51%) lowest, in both contexts.

Conclusion:

This LLM reported mostly appropriate responses across multiple ophthalmology subspecialties in the context of both patient information sites and EMR-related responses to patient questions. Current LLM offerings require optimization and improvement before widespread clinical use.

Texto completo: 1 Base de datos: MEDLINE Idioma: En Revista: Mayo Clin Proc Digit Health Año: 2024 Tipo del documento: Article

Texto completo: 1 Base de datos: MEDLINE Idioma: En Revista: Mayo Clin Proc Digit Health Año: 2024 Tipo del documento: Article